Free-Hand Sketch Classification

Run

See scripts/ for training scripts.

Our dataset: QuickDraw (both png and svg)

Our dataset is uploaded to google drive. The link is:

Results

alg epoch acc
sketch r2cnn 20 7.0368
sketch r2cnn 40 6.6208
sketch r2cnn 60 6.304
vit 20 64.1568
vit 40 66.416
vit 60 64.816
vit 80 61.5632
vit 100 61.6688
vit test 61.9742
densenet 1 81.2528
densenet 2 83.2272
densenet 3 83.9488
densenet 4 84.5344
densenet 5 84.6576
densenet 6 85.072
densenet 7 85.2192
densenet 8 85.4304
resnet18 20 77.576
resnet18 40 76.1104
resnet18 60 75.3152
resnet18 80 75.0816
resnet18 100 75.0112
resnet18 test 75.2336
resnet34 20 77.3008
resnet34 40 76.1072
resnet34 50 75.936
resnet50 20 76.7776
resnet50 40 76.0992
VGG16 20 80.6224
VGG16 40 79.56
VGG16 60 79.8224